{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.\n",
    "\n",
    "# This program is free software; you can redistribute it and/or modify it under\n",
    "# the terms of the MIT license.\n",
    "\n",
    "# This program is distributed in the hope that it will be useful, but WITHOUT ANY\n",
    "# WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A\n",
    "# PARTICULAR PURPOSE. See the MIT License for more details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# High-dimensional optimisation via random linear embedding\n",
    "\n",
    "We combine the linear-embedding strategy with HEBO, and show that it can be used to solve problems with low intrinsic dimensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from hebo.benchmarks.synthetic_benchmarks import BraninDummy\n",
    "import pandas as pd\n",
    "import numpy  as np\n",
    "import torch\n",
    "\n",
    "from hebo.optimizers.hebo_embedding import HEBO_Embedding\n",
    "from hebo.design_space.design_space import DesignSpace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "prob  = BraninDummy(1000) # 1000-D Branin function where the frist two dimensions are active\n",
    "opt   = HEBO_Embedding(prob.space, rand_sample = 10, eff_dim = 2, scale = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best value is 0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def f(x : np.ndarray, y : np.ndarray):\n",
    "    data = pd.DataFrame(np.hstack([x.reshape(-1,1), y.reshape(-1,1)]),columns = opt.eff_space.numeric_names)\n",
    "    x_hd = opt.project(data)\n",
    "    valid = (x_hd.abs() < 1).all(axis = 1).values.reshape(-1)\n",
    "    f    = prob(x_hd).reshape(-1)\n",
    "    f[~valid] = np.nan\n",
    "    return f\n",
    "\n",
    "x = np.linspace(-1*opt.scale,1*opt.scale,200)\n",
    "y = np.linspace(-1*opt.scale,1*opt.scale,200)\n",
    "\n",
    "if opt.eff_dim == 2:\n",
    "    X,Y = np.meshgrid(x,y)\n",
    "    Z   = f(X,Y).reshape(200,200)\n",
    "    plt.contour(X, Y, Z, 50);\n",
    "    plt.title('2D function seen by optimizer')\n",
    "    print('Best value is %.3f' % Z[np.isfinite(Z)].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iter 0, y = 13.40, best_y = 13.40\n",
      "Iter 1, y = 0.80, best_y = 0.80\n",
      "Iter 2, y = 5.58, best_y = 0.80\n",
      "Iter 3, y = 0.09, best_y = 0.09\n",
      "Iter 4, y = 0.01, best_y = 0.01\n",
      "Iter 5, y = 0.08, best_y = 0.01\n",
      "Iter 6, y = 0.00, best_y = 0.00\n",
      "Iter 7, y = 0.00, best_y = 0.00\n",
      "Iter 8, y = 0.00, best_y = 0.00\n",
      "Iter 9, y = 0.00, best_y = 0.00\n",
      "Iter 10, y = 0.00, best_y = 0.00\n",
      "Iter 11, y = 0.00, best_y = 0.00\n",
      "Iter 12, y = 0.00, best_y = 0.00\n",
      "Iter 13, y = 0.00, best_y = 0.00\n",
      "Iter 14, y = 0.00, best_y = 0.00\n",
      "Iter 15, y = 0.00, best_y = 0.00\n"
     ]
    }
   ],
   "source": [
    "for i in range(16):\n",
    "    rec   = opt.suggest(8)\n",
    "    rec_h = opt.project(rec) \n",
    "    y     = prob(rec_h) # optimizer return points in embedding space\n",
    "    opt.observe(rec,y)\n",
    "    print('Iter %d, y = %.2f, best_y = %.2f' % (i, y.min(), opt.mace.y.min()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Regret')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.semilogy(opt.mace.y, 'x-',alpha = 0.5)\n",
    "plt.semilogy(np.minimum.accumulate(opt.mace.y))\n",
    "plt.xlabel('Evaluations')\n",
    "plt.ylabel('Regret')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'All sampled points')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(X, Y, Z, 50)\n",
    "plt.plot(opt.mace.X.iloc[:,0], opt.mace.X.iloc[:,1], 'r.')\n",
    "plt.title('All sampled points')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
